Yichen Xu

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Constitutional AI & AI Ethics (1)Eval Frameworks & Benchmarks (1)Reasoning & Chain-of-Thought (1)

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Jiawei Qiu (1)Jianzhe Ma (1)Mingyang Yu (1)Wenbin Zhu (1)

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Aug 6, 2026

2w ago·also Northwestern

From Sports to Safety: Benchmarking Proactive Risk Inference in MLLMs

MLLMs may signal hazards with over 95% accuracy, yet they struggle to identify the underlying causes, revealing a critical gap in proactive safety capabilities.

Jiawei Qiu, Yichen Xu, Jianzhe Ma +5

Constitutional AI & AI Ethics Eval Frameworks & Benchmarks Reasoning & Chain-of-Thought

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Yichen Xu

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)